library(dplyr)
library(knitr)
library(corrplot)
library(ggplot2)
library(plotly)
library(e1071)
set.seed(1);
Csv został przygotowany w ‘Raport-czytanie i czyszczenie’
#Data <- read.csv("MyData.csv", sep=',', comment.char="", na.strings='nan', header=TRUE)
Data <- read.csv("MyData.csv",nrow=3000, sep=',', comment.char="", na.strings='nan', header=TRUE)
Załadowano 3000 wierszy, które mają 343 zmiennych.
Wyselekcjonowanie 50 najczęstszych grup
Data[!duplicated(select(Data, pdb_code, res_name)),] %>% group_by(res_name) %>%summarise(count = n()) %>% arrange(desc(count)) %>% head(50) ->unikalne
Data%>%filter(res_name %in% unikalne$res_name ) -> Data
Data[, c(3:length(Data))] <- sapply(Data[, c(3:length(Data))], as.numeric)
print.data.frame(unikalne)
## res_name count
## 1 SO4 70
## 2 GOL 69
## 3 ZN 44
## 4 CL 36
## 5 CA 33
## 6 EDO 30
## 7 NAG 28
## 8 MG 24
## 9 HEM 23
## 10 PO4 23
## 11 NA 21
## 12 ACT 16
## 13 K 10
## 14 PEG 9
## 15 CD 8
## 16 FAD 8
## 17 MN 8
## 18 NAD 8
## 19 ACY 7
## 20 EPE 7
## 21 NAP 7
## 22 PG4 7
## 23 FMN 6
## 24 MES 6
## 25 NI 6
## 26 ADP 5
## 27 DMS 5
## 28 PGE 5
## 29 SAM 5
## 30 CU 4
## 31 FE 4
## 32 FMT 4
## 33 GDP 4
## 34 GLC 4
## 35 MPD 4
## 36 TPO 4
## 37 ATP 3
## 38 BGC 3
## 39 BMA 3
## 40 BME 3
## 41 CIT 3
## 42 CO 3
## 43 FES 3
## 44 FUC 3
## 45 GSH 3
## 46 GTP 3
## 47 H4B 3
## 48 IMD 3
## 49 IOD 3
## 50 KCX 3
kable(summary(Data))
| pdb_code | res_name | local_res_atom_non_h_count | local_res_atom_non_h_electron_sum | dict_atom_non_h_count | dict_atom_non_h_electron_sum | local_volume | local_electrons | local_mean | local_std | local_min | local_max | local_max_over_std | local_skewness | local_cut_by_mainchain_volume | local_near_cut_count_C | local_near_cut_count_other | local_near_cut_count_S | local_near_cut_count_O | local_near_cut_count_N | part_00_shape_segments_count | part_00_density_segments_count | part_00_volume | part_00_electrons | part_00_mean | part_00_std | part_00_max | part_00_max_over_std | part_00_skewness | part_00_parts | part_00_shape_O3 | part_00_shape_O4 | part_00_shape_O5 | part_00_shape_FL | part_00_shape_O3_norm | part_00_shape_O4_norm | part_00_shape_O5_norm | part_00_shape_FL_norm | part_00_shape_I1 | part_00_shape_I2 | part_00_shape_I3 | part_00_shape_I4 | part_00_shape_I5 | part_00_shape_I6 | part_00_shape_I1_norm | part_00_shape_I2_norm | part_00_shape_I3_norm | part_00_shape_I4_norm | part_00_shape_I5_norm | part_00_shape_I6_norm | part_00_shape_M000 | part_00_shape_CI | part_00_shape_E3_E1 | part_00_shape_E2_E1 | part_00_shape_E3_E2 | part_00_shape_sqrt_E1 | part_00_shape_sqrt_E2 | part_00_shape_sqrt_E3 | part_00_density_O3 | part_00_density_O4 | part_00_density_O5 | part_00_density_FL | part_00_density_O3_norm | part_00_density_O4_norm | part_00_density_O5_norm | part_00_density_FL_norm | part_00_density_I1 | part_00_density_I2 | part_00_density_I3 | part_00_density_I4 | part_00_density_I5 | part_00_density_I6 | part_00_density_I1_norm | part_00_density_I2_norm | part_00_density_I3_norm | part_00_density_I4_norm | part_00_density_I5_norm | part_00_density_I6_norm | part_00_density_M000 | part_00_density_CI | part_00_density_E3_E1 | part_00_density_E2_E1 | part_00_density_E3_E2 | part_00_density_sqrt_E1 | part_00_density_sqrt_E2 | part_00_density_sqrt_E3 | part_00_shape_Z_7_3 | part_00_shape_Z_0_0 | part_00_shape_Z_7_0 | part_00_shape_Z_7_1 | part_00_shape_Z_3_0 | part_00_shape_Z_5_2 | part_00_shape_Z_6_1 | part_00_shape_Z_3_1 | part_00_shape_Z_6_0 | part_00_shape_Z_2_1 | part_00_shape_Z_6_3 | part_00_shape_Z_2_0 | part_00_shape_Z_6_2 | part_00_shape_Z_5_0 | part_00_shape_Z_5_1 | part_00_shape_Z_4_2 | part_00_shape_Z_1_0 | part_00_shape_Z_4_1 | part_00_shape_Z_7_2 | part_00_shape_Z_4_0 | part_00_density_Z_7_3 | part_00_density_Z_0_0 | part_00_density_Z_7_0 | part_00_density_Z_7_1 | part_00_density_Z_3_0 | part_00_density_Z_5_2 | part_00_density_Z_6_1 | part_00_density_Z_3_1 | part_00_density_Z_6_0 | part_00_density_Z_2_1 | part_00_density_Z_6_3 | part_00_density_Z_2_0 | part_00_density_Z_6_2 | part_00_density_Z_5_0 | part_00_density_Z_5_1 | part_00_density_Z_4_2 | part_00_density_Z_1_0 | part_00_density_Z_4_1 | part_00_density_Z_7_2 | part_00_density_Z_4_0 | part_01_shape_segments_count | part_01_density_segments_count | part_01_volume | part_01_electrons | part_01_mean | part_01_std | part_01_max | part_01_max_over_std | part_01_skewness | part_01_parts | part_01_shape_O3 | part_01_shape_O4 | part_01_shape_O5 | part_01_shape_FL | part_01_shape_O3_norm | part_01_shape_O4_norm | part_01_shape_O5_norm | part_01_shape_FL_norm | part_01_shape_I1 | part_01_shape_I2 | part_01_shape_I3 | part_01_shape_I4 | part_01_shape_I5 | part_01_shape_I6 | part_01_shape_I1_norm | part_01_shape_I2_norm | part_01_shape_I3_norm | part_01_shape_I4_norm | part_01_shape_I5_norm | part_01_shape_I6_norm | part_01_shape_M000 | part_01_shape_CI | part_01_shape_E3_E1 | part_01_shape_E2_E1 | part_01_shape_E3_E2 | part_01_shape_sqrt_E1 | part_01_shape_sqrt_E2 | part_01_shape_sqrt_E3 | part_01_density_O3 | part_01_density_O4 | part_01_density_O5 | part_01_density_FL | part_01_density_O3_norm | part_01_density_O4_norm | part_01_density_O5_norm | part_01_density_FL_norm | part_01_density_I1 | part_01_density_I2 | part_01_density_I3 | part_01_density_I4 | part_01_density_I5 | part_01_density_I6 | part_01_density_I1_norm | part_01_density_I2_norm | part_01_density_I3_norm | part_01_density_I4_norm | part_01_density_I5_norm | part_01_density_I6_norm | part_01_density_M000 | part_01_density_CI | part_01_density_E3_E1 | part_01_density_E2_E1 | part_01_density_E3_E2 | part_01_density_sqrt_E1 | part_01_density_sqrt_E2 | part_01_density_sqrt_E3 | part_01_shape_Z_7_3 | part_01_shape_Z_0_0 | part_01_shape_Z_7_0 | part_01_shape_Z_7_1 | part_01_shape_Z_3_0 | part_01_shape_Z_5_2 | part_01_shape_Z_6_1 | part_01_shape_Z_3_1 | part_01_shape_Z_6_0 | part_01_shape_Z_2_1 | part_01_shape_Z_6_3 | part_01_shape_Z_2_0 | part_01_shape_Z_6_2 | part_01_shape_Z_5_0 | part_01_shape_Z_5_1 | part_01_shape_Z_4_2 | part_01_shape_Z_1_0 | part_01_shape_Z_4_1 | part_01_shape_Z_7_2 | part_01_shape_Z_4_0 | part_01_density_Z_7_3 | part_01_density_Z_0_0 | part_01_density_Z_7_0 | part_01_density_Z_7_1 | part_01_density_Z_3_0 | part_01_density_Z_5_2 | part_01_density_Z_6_1 | part_01_density_Z_3_1 | part_01_density_Z_6_0 | part_01_density_Z_2_1 | part_01_density_Z_6_3 | part_01_density_Z_2_0 | part_01_density_Z_6_2 | part_01_density_Z_5_0 | part_01_density_Z_5_1 | part_01_density_Z_4_2 | part_01_density_Z_1_0 | part_01_density_Z_4_1 | part_01_density_Z_7_2 | part_01_density_Z_4_0 | part_02_shape_segments_count | part_02_density_segments_count | part_02_volume | part_02_electrons | part_02_mean | part_02_std | part_02_max | part_02_max_over_std | part_02_skewness | part_02_parts | part_02_shape_O3 | part_02_shape_O4 | part_02_shape_O5 | part_02_shape_FL | part_02_shape_O3_norm | part_02_shape_O4_norm | part_02_shape_O5_norm | part_02_shape_FL_norm | part_02_shape_I1 | part_02_shape_I2 | part_02_shape_I3 | part_02_shape_I4 | part_02_shape_I5 | part_02_shape_I6 | part_02_shape_I1_norm | part_02_shape_I2_norm | part_02_shape_I3_norm | part_02_shape_I4_norm | part_02_shape_I5_norm | part_02_shape_I6_norm | part_02_shape_M000 | part_02_shape_CI | part_02_shape_E3_E1 | part_02_shape_E2_E1 | part_02_shape_E3_E2 | part_02_shape_sqrt_E1 | part_02_shape_sqrt_E2 | part_02_shape_sqrt_E3 | part_02_density_O3 | part_02_density_O4 | part_02_density_O5 | part_02_density_FL | part_02_density_O3_norm | part_02_density_O4_norm | part_02_density_O5_norm | part_02_density_FL_norm | part_02_density_I1 | part_02_density_I2 | part_02_density_I3 | part_02_density_I4 | part_02_density_I5 | part_02_density_I6 | part_02_density_I1_norm | part_02_density_I2_norm | part_02_density_I3_norm | part_02_density_I4_norm | part_02_density_I5_norm | part_02_density_I6_norm | part_02_density_M000 | part_02_density_CI | part_02_density_E3_E1 | part_02_density_E2_E1 | part_02_density_E3_E2 | part_02_density_sqrt_E1 | part_02_density_sqrt_E2 | part_02_density_sqrt_E3 | part_02_shape_Z_7_3 | part_02_shape_Z_0_0 | part_02_shape_Z_7_0 | part_02_shape_Z_7_1 | part_02_shape_Z_3_0 | part_02_shape_Z_5_2 | part_02_shape_Z_6_1 | part_02_shape_Z_3_1 | part_02_shape_Z_6_0 | part_02_shape_Z_2_1 | part_02_shape_Z_6_3 | part_02_shape_Z_2_0 | part_02_shape_Z_6_2 | part_02_shape_Z_5_0 | part_02_shape_Z_5_1 | part_02_shape_Z_4_2 | part_02_shape_Z_1_0 | part_02_shape_Z_4_1 | part_02_shape_Z_7_2 | part_02_shape_Z_4_0 | part_02_density_Z_7_3 | part_02_density_Z_0_0 | part_02_density_Z_7_0 | part_02_density_Z_7_1 | part_02_density_Z_3_0 | part_02_density_Z_5_2 | part_02_density_Z_6_1 | part_02_density_Z_3_1 | part_02_density_Z_6_0 | part_02_density_Z_2_1 | part_02_density_Z_6_3 | part_02_density_Z_2_0 | part_02_density_Z_6_2 | part_02_density_Z_5_0 | part_02_density_Z_5_1 | part_02_density_Z_4_2 | part_02_density_Z_1_0 | part_02_density_Z_4_1 | part_02_density_Z_7_2 | part_02_density_Z_4_0 | resolution | FoFc_mean | FoFc_square_std | FoFc_min | FoFc_max | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4n4o : 49 | SO4 :351 | Min. : 1.00 | Min. : 11.00 | Min. : 1.00 | Min. : 3.0 | Min. : 97.34 | Min. : 0.3359 | Min. :0.002257 | Min. :0.01679 | Min. :0 | Min. : 0.1087 | Min. : 3.145 | Min. :0.02982 | Min. : 0.0000 | Min. : 0 | Min. :0.00000 | Min. :0.0000 | Min. : 0.000 | Min. : 0.00 | Min. : 1.0 | Min. : 1.0 | Min. : 2.048 | Min. : 0.3359 | Min. :0.09946 | Min. :0.003911 | Min. : 0.1087 | Min. : 3.145 | Min. :0.00297 | Min. :1.000 | Min. : 2507 | Min. :2.028e+06 | Min. :5.290e+08 | Min. :1.422e+05 | Min. :0.2311 | Min. :0.01780 | Min. :0.0004538 | Min. :0.000003 | Min. :3.031e+04 | Min. :2.302e+08 | Min. :2.145e+08 | Min. :5.834e+04 | Min. :8.760e+02 | Min. :2.698e+07 | Min. : 0.06365 | Min. :0.001080 | Min. : 0.00081 | Min. :0.000001 | Min. :0.000000 | Min. : 0.004909 | Min. : 256 | Min. :-36.83657 | Min. :0.0159 | Min. :0.04293 | Min. :0.0328 | Min. : 1.948 | Min. : 1.234 | Min. :0.9936 | Min. : 438 | Min. :6.287e+04 | Min. :2.775e+06 | Min. :6.341e+03 | Min. :0.05486 | Min. :0.0009705 | Min. :5.570e-06 | Min. : 0.000000 | Min. :5.581e+03 | Min. :8.129e+06 | Min. :6.765e+06 | Min. :2.562e+03 | Min. :4.300e+01 | Min. :8.342e+05 | Min. : 0.00527 | Min. : 0.00001 | Min. : 0.0000 | Min. : 0.000000 | Min. : 0.000000 | Min. : 0.0001 | Min. : 41.98 | Min. :-43.45620 | Min. :0.01639 | Min. :0.04165 | Min. :0.04059 | Min. : 1.801 | Min. : 1.223 | Min. :0.9859 | Min. : 8.044 | Min. : 7.818 | Min. : 1.970 | Min. : 5.773 | Min. : 1.533 | Min. : 5.994 | Min. : 3.01 | Min. : 4.163 | Min. : 0.08336 | Min. : 6.703 | Min. : 6.003 | Min. : 4.133 | Min. : 4.718 | Min. : 1.59 | Min. : 5.02 | Min. : 5.704 | Min. :0.9021 | Min. : 4.086 | Min. : 7.096 | Min. : 0.1763 | Min. : 5.981 | Min. : 3.166 | Min. : 2.147 | Min. : 4.493 | Min. : 1.408 | Min. : 4.511 | Min. : 1.308 | Min. : 2.900 | Min. : 0.2357 | Min. : 2.902 | Min. : 2.348 | Min. : 2.067 | Min. : 1.902 | Min. : 2.054 | Min. : 3.783 | Min. : 2.282 | Min. :0.8848 | Min. : 1.811 | Min. : 5.110 | Min. : 0.1512 | Min. : 0.0 | Min. : 0.0 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000 | Min. :0.00000 | Min. : 0.0000 | Min. : 0.000 | Min. :0.00000 | Min. : 0.000 | Min. : 1.0 | Min. : 4.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 3.0 | Min. : 1.0 | Min. : 2.0 | Min. : 3.0 | Min. : 1.0 | Min. : 1 | Min. : 2.0 | Min. : 1 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 3.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 2.0 | Min. : 2.0 | Min. : 1 | Min. : 1.0 | Min. : 2.0 | Min. : 3.0 | Min. : 1.0 | Min. : 3.0 | Min. : 1.0 | Min. : 1 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1 | Min. : 1.0 | Min. : 2.0 | Min. : 2.0 | Min. : 2 | Min. : 1.0 | Min. : 1 | Min. : 2.0 | Min. : 1.0 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1.0 | Min. : 4.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1 | Min. : 2.0 | Min. : 1.0 | Min. : 1 | Min. : 1.0 | Min. : 4.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1 | Min. : 1.0 | Min. : 2 | Min. : 1.0 | Min. : 1.0 | Min. : 0.0 | Min. : 0.0 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000 | Min. :0.00000 | Min. : 0.0000 | Min. : 0.000 | Min. :0.00000 | Min. : 0.000 | Min. : 2.0 | Min. : 1 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1 | Min. : 3.0 | Min. : 2.0 | Min. : 1 | Min. : 2.0 | Min. : 1.0 | Min. : 4.0 | Min. : 4.0 | Min. : 3.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1 | Min. : 1 | Min. : 2.0 | Min. : 2.0 | Min. : 1.0 | Min. : 2 | Min. : 2 | Min. : 2 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 3.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 2 | Min. : 1 | Min. : 1.0 | Min. : 1.0 | Min. : 6.0 | Min. : 2.0 | Min. : 5.0 | Min. : 1 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 2.0 | Min. : 2.0 | Min. : 2.0 | Min. : 1.0 | Min. : 3.0 | Min. : 2.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1 | Min. : 2.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 3.0 | Min. : 2.0 | Min. : 1.0 | Min. : 6.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 4.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 2.0 | Min. : 1.0 | Min. : 2 | Min. : 2.0 | Min. : 2.0 | Min. : 1.0 | Min. : 4.0 | Min. : 1.0 | Min. : 1 | Min. : 1.0 | Min. : 1.0 | Min. : 2.0 | Min. : 1.0 | Min. : 1.0 | Min. : 1.0 | Min. :0.9859 | Min. :-6.051e-08 | Min. :0.001109 | Min. :-2.4216 | Min. : 0.2261 | |
| 5gmh : 46 | GOL :218 | 1st Qu.: 1.00 | 1st Qu.: 28.00 | 1st Qu.: 1.00 | 1st Qu.: 76.0 | 1st Qu.: 209.38 | 1st Qu.: 3.2519 | 1st Qu.:0.012563 | 1st Qu.:0.07011 | 1st Qu.:0 | 1st Qu.: 0.5732 | 1st Qu.: 5.382 | 1st Qu.:0.12338 | 1st Qu.: 0.0000 | 1st Qu.: 0 | 1st Qu.:0.00000 | 1st Qu.:0.0000 | 1st Qu.: 0.000 | 1st Qu.: 0.00 | 1st Qu.: 3.5 | 1st Qu.: 3.5 | 1st Qu.: 6.840 | 1st Qu.: 3.2332 | 1st Qu.:0.37168 | 1st Qu.:0.064465 | 1st Qu.: 0.5732 | 1st Qu.: 5.382 | 1st Qu.:0.05575 | 1st Qu.:1.000 | 1st Qu.: 26456 | 1st Qu.:1.747e+08 | 1st Qu.:3.045e+11 | 1st Qu.:8.794e+08 | 1st Qu.:0.2613 | 1st Qu.:0.02090 | 1st Qu.:0.0005034 | 1st Qu.:0.000479 | 1st Qu.:1.208e+06 | 1st Qu.:2.049e+11 | 1st Qu.:5.120e+11 | 1st Qu.:4.622e+08 | 1st Qu.:5.215e+07 | 1st Qu.:1.495e+10 | 1st Qu.: 0.09012 | 1st Qu.:0.001739 | 1st Qu.: 0.00233 | 1st Qu.:0.000213 | 1st Qu.:0.000024 | 1st Qu.: 0.008957 | 1st Qu.: 855 | 1st Qu.: -0.64298 | 1st Qu.:0.1001 | 1st Qu.:0.23742 | 1st Qu.:0.3957 | 1st Qu.: 3.979 | 1st Qu.: 2.562 | 1st Qu.:1.9946 | 1st Qu.: 12014 | 1st Qu.:3.438e+07 | 1st Qu.:2.905e+10 | 1st Qu.:1.309e+08 | 1st Qu.:0.35704 | 1st Qu.:0.0376304 | 1st Qu.:1.155e-03 | 1st Qu.: 0.001333 | 1st Qu.:4.895e+05 | 1st Qu.:3.636e+10 | 1st Qu.:9.274e+10 | 1st Qu.:6.820e+07 | 1st Qu.:1.211e+07 | 1st Qu.:2.526e+09 | 1st Qu.: 0.18583 | 1st Qu.: 0.00706 | 1st Qu.: 0.0103 | 1st Qu.: 0.000672 | 1st Qu.: 0.000107 | 1st Qu.: 0.0260 | 1st Qu.: 404.15 | 1st Qu.: -0.71447 | 1st Qu.:0.09733 | 1st Qu.:0.23991 | 1st Qu.:0.39640 | 1st Qu.: 3.695 | 1st Qu.: 2.418 | 1st Qu.:1.8985 | 1st Qu.: 15.183 | 1st Qu.: 14.287 | 1st Qu.: 6.398 | 1st Qu.: 9.692 | 1st Qu.: 5.833 | 1st Qu.: 14.307 | 1st Qu.: 11.76 | 1st Qu.: 11.248 | 1st Qu.: 5.65074 | 1st Qu.: 19.402 | 1st Qu.: 18.413 | 1st Qu.: 14.460 | 1st Qu.: 16.001 | 1st Qu.: 5.37 | 1st Qu.: 11.05 | 1st Qu.: 18.736 | 1st Qu.:1.2951 | 1st Qu.: 15.316 | 1st Qu.: 12.797 | 1st Qu.: 8.0283 | 1st Qu.: 10.029 | 1st Qu.: 9.823 | 1st Qu.: 5.818 | 1st Qu.: 7.238 | 1st Qu.: 4.157 | 1st Qu.: 9.348 | 1st Qu.: 6.824 | 1st Qu.: 7.243 | 1st Qu.: 3.4245 | 1st Qu.: 13.659 | 1st Qu.: 11.324 | 1st Qu.:10.579 | 1st Qu.: 9.715 | 1st Qu.: 4.934 | 1st Qu.: 7.734 | 1st Qu.: 13.346 | 1st Qu.:1.2825 | 1st Qu.: 11.746 | 1st Qu.: 8.804 | 1st Qu.: 6.7571 | 1st Qu.: 3.0 | 1st Qu.: 3.0 | 1st Qu.: 4.184 | 1st Qu.: 2.157 | 1st Qu.:0.4082 | 1st Qu.:0.05245 | 1st Qu.: 0.5732 | 1st Qu.: 5.382 | 1st Qu.:0.04463 | 1st Qu.: 1.000 | 1st Qu.: 739.5 | 1st Qu.: 726.5 | 1st Qu.: 748.5 | 1st Qu.: 768.5 | 1st Qu.: 631.5 | 1st Qu.: 642.5 | 1st Qu.: 673.5 | 1st Qu.: 665.5 | 1st Qu.: 732.5 | 1st Qu.: 759.5 | 1st Qu.: 728.5 | 1st Qu.: 746 | 1st Qu.: 761.5 | 1st Qu.: 728 | 1st Qu.: 632.5 | 1st Qu.: 646.5 | 1st Qu.: 632.5 | 1st Qu.: 668.5 | 1st Qu.: 738.5 | 1st Qu.: 631.5 | 1st Qu.: 553.5 | 1st Qu.: 657.5 | 1st Qu.: 897.5 | 1st Qu.: 848.5 | 1st Qu.: 879.5 | 1st Qu.: 910 | 1st Qu.: 757.5 | 1st Qu.: 761.5 | 1st Qu.: 774.5 | 1st Qu.: 770.5 | 1st Qu.: 771.5 | 1st Qu.: 739.5 | 1st Qu.: 634 | 1st Qu.: 641.5 | 1st Qu.: 647.5 | 1st Qu.: 636.5 | 1st Qu.: 746.5 | 1st Qu.: 762.5 | 1st Qu.: 722.5 | 1st Qu.: 769.5 | 1st Qu.: 752.5 | 1st Qu.: 746.5 | 1st Qu.: 629.5 | 1st Qu.: 629.5 | 1st Qu.: 616.5 | 1st Qu.: 634.5 | 1st Qu.: 708.5 | 1st Qu.: 623.5 | 1st Qu.: 739 | 1st Qu.: 669.5 | 1st Qu.: 906.5 | 1st Qu.: 867.5 | 1st Qu.: 883 | 1st Qu.: 917.5 | 1st Qu.: 747 | 1st Qu.: 759.5 | 1st Qu.: 719.5 | 1st Qu.: 443 | 1st Qu.: 782 | 1st Qu.: 638 | 1st Qu.: 780 | 1st Qu.: 684 | 1st Qu.: 661 | 1st Qu.: 668.5 | 1st Qu.: 718.5 | 1st Qu.: 704.5 | 1st Qu.: 754.5 | 1st Qu.: 670.5 | 1st Qu.: 697 | 1st Qu.: 751.5 | 1st Qu.: 668.5 | 1st Qu.: 699.5 | 1st Qu.: 923 | 1st Qu.: 700.5 | 1st Qu.: 690.5 | 1st Qu.: 686 | 1st Qu.: 695.5 | 1st Qu.: 672.5 | 1st Qu.: 826.5 | 1st Qu.: 692.5 | 1st Qu.: 817.5 | 1st Qu.: 672.5 | 1st Qu.: 727.5 | 1st Qu.: 681.5 | 1st Qu.: 734.5 | 1st Qu.: 655.5 | 1st Qu.: 684.5 | 1st Qu.: 694.5 | 1st Qu.: 686.5 | 1st Qu.: 800.5 | 1st Qu.: 687.5 | 1st Qu.: 660 | 1st Qu.: 916.5 | 1st Qu.: 667 | 1st Qu.: 679.5 | 1st Qu.: 706.5 | 1st Qu.: 1.0 | 1st Qu.: 1.0 | 1st Qu.: 2.440 | 1st Qu.: 1.329 | 1st Qu.:0.4239 | 1st Qu.:0.04147 | 1st Qu.: 0.5625 | 1st Qu.: 5.382 | 1st Qu.:0.03371 | 1st Qu.: 1.000 | 1st Qu.: 763.5 | 1st Qu.: 776 | 1st Qu.: 777.5 | 1st Qu.: 790.5 | 1st Qu.: 631.5 | 1st Qu.: 638 | 1st Qu.: 680.5 | 1st Qu.: 643.5 | 1st Qu.: 746 | 1st Qu.: 761.5 | 1st Qu.: 749.5 | 1st Qu.: 772.5 | 1st Qu.: 765.5 | 1st Qu.: 761.5 | 1st Qu.: 631.5 | 1st Qu.: 641.5 | 1st Qu.: 626.5 | 1st Qu.: 657.5 | 1st Qu.: 787.5 | 1st Qu.: 625.5 | 1st Qu.: 497 | 1st Qu.: 673 | 1st Qu.: 913.5 | 1st Qu.: 870.5 | 1st Qu.: 900.5 | 1st Qu.: 922 | 1st Qu.: 723 | 1st Qu.: 753 | 1st Qu.: 730.5 | 1st Qu.: 799.5 | 1st Qu.: 741.5 | 1st Qu.: 755.5 | 1st Qu.: 633.5 | 1st Qu.: 642.5 | 1st Qu.: 657.5 | 1st Qu.: 631 | 1st Qu.: 761 | 1st Qu.: 735.5 | 1st Qu.: 759.5 | 1st Qu.: 785.5 | 1st Qu.: 751.5 | 1st Qu.: 787.5 | 1st Qu.: 635 | 1st Qu.: 634.5 | 1st Qu.: 621.5 | 1st Qu.: 636.5 | 1st Qu.: 730.5 | 1st Qu.: 629.5 | 1st Qu.: 717.5 | 1st Qu.: 673.5 | 1st Qu.: 920.5 | 1st Qu.: 880.5 | 1st Qu.: 901.5 | 1st Qu.: 926.5 | 1st Qu.: 716.5 | 1st Qu.: 754.5 | 1st Qu.: 695.5 | 1st Qu.: 448.5 | 1st Qu.: 808 | 1st Qu.: 641.5 | 1st Qu.: 778.5 | 1st Qu.: 683.5 | 1st Qu.: 660.5 | 1st Qu.: 663.5 | 1st Qu.: 760.5 | 1st Qu.: 672.5 | 1st Qu.: 695.5 | 1st Qu.: 659.5 | 1st Qu.: 667.5 | 1st Qu.: 800.5 | 1st Qu.: 680.5 | 1st Qu.: 670.5 | 1st Qu.: 927.5 | 1st Qu.: 675.5 | 1st Qu.: 684.5 | 1st Qu.: 725.5 | 1st Qu.: 700.5 | 1st Qu.: 659.5 | 1st Qu.: 859.5 | 1st Qu.: 722.5 | 1st Qu.: 857.5 | 1st Qu.: 678.5 | 1st Qu.: 747.5 | 1st Qu.: 713 | 1st Qu.: 736.5 | 1st Qu.: 671.5 | 1st Qu.: 684.5 | 1st Qu.: 684.5 | 1st Qu.: 702.5 | 1st Qu.: 830 | 1st Qu.: 694.5 | 1st Qu.: 680.5 | 1st Qu.: 923.5 | 1st Qu.: 690.5 | 1st Qu.: 690.5 | 1st Qu.: 700.5 | 1st Qu.:1.8876 | 1st Qu.:-6.771e-11 | 1st Qu.:0.008378 | 1st Qu.:-0.8208 | 1st Qu.: 1.1449 | |
| 3c8o : 43 | NAG :172 | Median : 5.00 | Median : 48.00 | Median :35.00 | Median :122.0 | Median : 319.23 | Median : 7.4162 | Median :0.019295 | Median :0.09885 | Median :0 | Median : 0.8618 | Median : 7.408 | Median :0.17258 | Median : 0.0000 | Median : 2 | Median :0.00000 | Median :0.0000 | Median : 1.000 | Median : 1.00 | Median : 16.0 | Median : 16.0 | Median : 14.416 | Median : 7.3902 | Median :0.49678 | Median :0.122217 | Median : 0.8618 | Median : 7.408 | Median :0.11342 | Median :1.000 | Median : 87921 | Median :2.056e+09 | Median :1.369e+13 | Median :2.353e+10 | Median :0.3422 | Median :0.02945 | Median :0.0006714 | Median :0.003713 | Median :5.970e+06 | Median :5.992e+12 | Median :1.397e+13 | Median :1.240e+10 | Median :3.372e+09 | Median :2.227e+11 | Median : 0.18558 | Median :0.004715 | Median : 0.01430 | Median :0.002115 | Median :0.000664 | Median : 0.028646 | Median : 1802 | Median : -0.00081 | Median :0.2121 | Median :0.43568 | Median :0.6035 | Median : 5.410 | Median : 3.436 | Median :2.6146 | Median : 40340 | Median :4.497e+08 | Median :1.478e+12 | Median :4.382e+09 | Median :0.53562 | Median :0.0730192 | Median :2.670e-03 | Median : 0.012727 | Median :2.653e+06 | Median :1.199e+12 | Median :2.482e+12 | Median :2.623e+09 | Median :8.331e+08 | Median :4.724e+10 | Median : 0.46449 | Median : 0.03206 | Median : 0.0839 | Median : 0.007483 | Median : 0.003047 | Median : 0.1080 | Median : 923.78 | Median : -0.00159 | Median :0.21746 | Median :0.44486 | Median :0.61135 | Median : 4.999 | Median : 3.211 | Median :2.4564 | Median : 24.767 | Median : 20.741 | Median : 8.944 | Median : 15.957 | Median : 9.862 | Median : 23.107 | Median : 18.68 | Median : 17.334 | Median : 9.84362 | Median : 28.121 | Median : 28.257 | Median : 21.740 | Median : 24.917 | Median :10.76 | Median : 18.79 | Median : 29.187 | Median :1.4309 | Median : 25.016 | Median : 21.523 | Median :14.4267 | Median : 17.338 | Median :14.850 | Median : 7.322 | Median : 12.515 | Median : 6.970 | Median : 16.430 | Median : 15.346 | Median :11.725 | Median : 7.5544 | Median : 20.643 | Median : 20.848 | Median :16.727 | Median : 19.436 | Median : 8.388 | Median : 14.141 | Median : 21.722 | Median :1.4207 | Median : 19.379 | Median : 15.654 | Median :12.5673 | Median : 10.0 | Median : 10.0 | Median : 10.720 | Median : 5.883 | Median :0.5437 | Median :0.10946 | Median : 0.8618 | Median : 7.408 | Median :0.09916 | Median : 1.000 | Median :1525.0 | Median :1491.0 | Median :1497.0 | Median :1506.0 | Median :1309.0 | Median :1330.0 | Median :1340.0 | Median :1354.0 | Median :1477.0 | Median :1502.0 | Median :1483.0 | Median :1485 | Median :1494.0 | Median :1460 | Median :1315.0 | Median :1322.0 | Median :1318.0 | Median :1420.0 | Median :1577.0 | Median :1315.0 | Median :1073.0 | Median :1456.0 | Median :1687.0 | Median :1629.0 | Median :1656.0 | Median :1586 | Median :1426.0 | Median :1457.0 | Median :1526.0 | Median :1529.0 | Median :1496.0 | Median :1464.0 | Median :1271 | Median :1295.0 | Median :1320.0 | Median :1337.0 | Median :1485.0 | Median :1517.0 | Median :1457.0 | Median :1510.0 | Median :1522.0 | Median :1501.0 | Median :1282.0 | Median :1293.0 | Median :1289.0 | Median :1354.0 | Median :1521.0 | Median :1281.0 | Median :1450 | Median :1458.0 | Median :1703.0 | Median :1633.0 | Median :1661 | Median :1584.0 | Median :1420 | Median :1462.0 | Median :1377.0 | Median : 926 | Median :1586 | Median :1408 | Median :1560 | Median :1353 | Median :1363 | Median :1369.0 | Median :1510.0 | Median :1348.0 | Median :1413.0 | Median :1320.0 | Median :1364 | Median :1553.0 | Median :1391.0 | Median :1378.0 | Median :1665 | Median :1374.0 | Median :1359.0 | Median :1464 | Median :1400.0 | Median :1363.0 | Median :1608.0 | Median :1579.0 | Median :1573.0 | Median :1411.0 | Median :1453.0 | Median :1563.0 | Median :1519.0 | Median :1337.0 | Median :1407.0 | Median :1379.0 | Median :1408.0 | Median :1547.0 | Median :1521.0 | Median :1375 | Median :1666.0 | Median :1366 | Median :1435.0 | Median :1488.0 | Median : 5.0 | Median : 5.0 | Median : 8.144 | Median : 4.713 | Median :0.5866 | Median :0.09747 | Median : 0.8615 | Median : 7.408 | Median :0.08659 | Median : 1.000 | Median :1531.0 | Median :1546 | Median :1516.0 | Median :1548.0 | Median :1307.0 | Median :1318 | Median :1328.0 | Median :1362.0 | Median :1477 | Median :1498.0 | Median :1500.0 | Median :1502.0 | Median :1508.0 | Median :1506.0 | Median :1310.0 | Median :1316.0 | Median :1304.0 | Median :1476.0 | Median :1641.0 | Median :1301.0 | Median :1019 | Median :1475 | Median :1691.0 | Median :1647.0 | Median :1658.0 | Median :1583 | Median :1405 | Median :1454 | Median :1516.0 | Median :1537.0 | Median :1478.0 | Median :1533.0 | Median :1271.0 | Median :1297.0 | Median :1321.0 | Median :1323 | Median :1512 | Median :1496.0 | Median :1534.0 | Median :1550.0 | Median :1510.0 | Median :1539.0 | Median :1284 | Median :1286.0 | Median :1289.0 | Median :1389.0 | Median :1591.0 | Median :1276.0 | Median :1472.0 | Median :1471.0 | Median :1691.0 | Median :1655.0 | Median :1654.0 | Median :1574.0 | Median :1400.0 | Median :1452.0 | Median :1352.0 | Median : 963.0 | Median :1597 | Median :1538.0 | Median :1581.0 | Median :1399.0 | Median :1411.0 | Median :1453.0 | Median :1543.0 | Median :1327.0 | Median :1369.0 | Median :1360.0 | Median :1360.0 | Median :1584.0 | Median :1502.0 | Median :1354.0 | Median :1643.0 | Median :1377.0 | Median :1390.0 | Median :1527.0 | Median :1453.0 | Median :1407.0 | Median :1619.0 | Median :1570.0 | Median :1590.0 | Median :1511.0 | Median :1521.0 | Median :1573 | Median :1514.0 | Median :1352.0 | Median :1432.0 | Median :1452.0 | Median :1443.0 | Median :1591 | Median :1525.0 | Median :1401.0 | Median :1642.0 | Median :1404.0 | Median :1528.0 | Median :1505.0 | Median :2.0896 | Median :-1.150e-12 | Median :0.013971 | Median :-0.6392 | Median : 2.0003 | |
| 1oao : 38 | HEM :145 | Mean :10.26 | Mean : 78.97 | Mean :24.36 | Mean :110.2 | Mean : 701.55 | Mean : 15.6019 | Mean :0.024309 | Mean :0.12388 | Mean :0 | Mean : 1.3426 | Mean : 10.147 | Mean :0.22400 | Mean : 0.4512 | Mean : 4 | Mean :0.01214 | Mean :0.1438 | Mean : 2.065 | Mean : 2.07 | Mean : 275.5 | Mean : 275.5 | Mean : 27.555 | Mean : 15.3416 | Mean :0.58637 | Mean :0.216421 | Mean : 1.3426 | Mean : 10.147 | Mean :0.22317 | Mean :1.052 | Mean : 1232787 | Mean :3.384e+12 | Mean :2.975e+18 | Mean :2.577e+15 | Mean :0.4399 | Mean :0.05035 | Mean :0.0014865 | Mean :0.036297 | Mean :1.531e+09 | Mean :5.500e+18 | Mean :6.783e+19 | Mean :1.559e+15 | Mean :8.812e+14 | Mean :2.795e+16 | Mean : 0.42211 | Mean :0.054289 | Mean : 0.52873 | Mean :0.025318 | Mean :0.017999 | Mean : 0.220056 | Mean : 3444 | Mean : -0.03142 | Mean :0.2716 | Mean :0.45774 | Mean :0.5757 | Mean : 7.153 | Mean : 4.147 | Mean :2.8145 | Mean : 634635 | Mean :8.967e+11 | Mean :3.576e+17 | Mean :7.225e+14 | Mean :0.65578 | Mean :0.1162503 | Mean :5.588e-03 | Mean : 0.153350 | Mean :7.967e+08 | Mean :1.283e+18 | Mean :1.696e+19 | Mean :4.735e+14 | Mean :3.075e+14 | Mean :7.488e+15 | Mean : 1.03961 | Mean : 0.29040 | Mean : 2.6761 | Mean : 0.117832 | Mean : 0.094154 | Mean : 0.7982 | Mean : 1917.70 | Mean : -0.00961 | Mean :0.27836 | Mean :0.46244 | Mean :0.58030 | Mean : 6.760 | Mean : 3.897 | Mean :2.6453 | Mean : 35.986 | Mean : 24.480 | Mean : 15.241 | Mean : 24.657 | Mean :13.502 | Mean : 31.243 | Mean : 28.27 | Mean : 22.166 | Mean :14.05210 | Mean : 35.119 | Mean : 41.359 | Mean : 26.359 | Mean : 37.281 | Mean :16.08 | Mean : 25.80 | Mean : 39.345 | Mean :1.4437 | Mean : 33.822 | Mean : 31.830 | Mean :19.2135 | Mean : 26.505 | Mean :17.964 | Mean :13.579 | Mean : 19.652 | Mean :10.029 | Mean : 22.719 | Mean : 22.375 | Mean :15.511 | Mean :12.6384 | Mean : 25.980 | Mean : 30.507 | Mean :20.656 | Mean : 28.127 | Mean :13.310 | Mean : 19.517 | Mean : 29.314 | Mean :1.4340 | Mean : 26.080 | Mean : 24.122 | Mean :16.7655 | Mean : 228.2 | Mean : 228.2 | Mean : 21.175 | Mean : 13.217 | Mean :0.6387 | Mean :0.20700 | Mean : 1.3406 | Mean : 10.120 | Mean :0.21009 | Mean : 1.224 | Mean :1507.1 | Mean :1494.9 | Mean :1498.4 | Mean :1508.4 | Mean :1362.6 | Mean :1366.2 | Mean :1383.5 | Mean :1428.2 | Mean :1477.9 | Mean :1504.3 | Mean :1487.2 | Mean :1498 | Mean :1504.4 | Mean :1485 | Mean :1368.5 | Mean :1372.4 | Mean :1369.7 | Mean :1466.9 | Mean :1537.3 | Mean :1366.3 | Mean :1096.5 | Mean :1428.2 | Mean :1622.7 | Mean :1587.4 | Mean :1598.6 | Mean :1562 | Mean :1423.6 | Mean :1451.2 | Mean :1515.5 | Mean :1523.1 | Mean :1505.8 | Mean :1484.8 | Mean :1359 | Mean :1365.3 | Mean :1388.5 | Mean :1406.1 | Mean :1493.8 | Mean :1506.9 | Mean :1468.1 | Mean :1513.4 | Mean :1514.7 | Mean :1500.6 | Mean :1367.7 | Mean :1367.6 | Mean :1369.6 | Mean :1426.5 | Mean :1512.6 | Mean :1363.2 | Mean :1483 | Mean :1429.5 | Mean :1629.3 | Mean :1592.5 | Mean :1602 | Mean :1558.4 | Mean :1419 | Mean :1448.1 | Mean :1427.5 | Mean :1041 | Mean :1547 | Mean :1454 | Mean :1544 | Mean :1425 | Mean :1431 | Mean :1445.6 | Mean :1510.7 | Mean :1406.5 | Mean :1450.9 | Mean :1410.7 | Mean :1415 | Mean :1522.2 | Mean :1444.8 | Mean :1414.3 | Mean :1604 | Mean :1423.9 | Mean :1433.2 | Mean :1473 | Mean :1466.8 | Mean :1451.9 | Mean :1561.1 | Mean :1507.1 | Mean :1554.6 | Mean :1465.2 | Mean :1482.7 | Mean :1503.7 | Mean :1498.8 | Mean :1406.6 | Mean :1439.4 | Mean :1460.3 | Mean :1441.1 | Mean :1536.4 | Mean :1490.4 | Mean :1413 | Mean :1602.3 | Mean :1428 | Mean :1464.7 | Mean :1486.1 | Mean : 182.4 | Mean : 182.4 | Mean : 16.351 | Mean : 11.327 | Mean :0.6628 | Mean :0.19677 | Mean : 1.3123 | Mean : 9.874 | Mean :0.19683 | Mean : 1.239 | Mean :1502.5 | Mean :1524 | Mean :1509.3 | Mean :1524.9 | Mean :1368.5 | Mean :1372 | Mean :1390.6 | Mean :1427.9 | Mean :1487 | Mean :1493.9 | Mean :1492.4 | Mean :1507.4 | Mean :1504.9 | Mean :1497.2 | Mean :1373.9 | Mean :1376.8 | Mean :1373.3 | Mean :1471.6 | Mean :1547.8 | Mean :1371.8 | Mean :1039 | Mean :1441 | Mean :1609.3 | Mean :1580.8 | Mean :1586.6 | Mean :1549 | Mean :1423 | Mean :1453 | Mean :1489.9 | Mean :1533.9 | Mean :1487.9 | Mean :1513.6 | Mean :1365.9 | Mean :1371.6 | Mean :1396.5 | Mean :1407 | Mean :1498 | Mean :1491.5 | Mean :1506.5 | Mean :1526.0 | Mean :1499.7 | Mean :1522.2 | Mean :1372 | Mean :1373.4 | Mean :1372.2 | Mean :1438.5 | Mean :1522.1 | Mean :1368.6 | Mean :1487.5 | Mean :1438.9 | Mean :1614.5 | Mean :1585.5 | Mean :1588.7 | Mean :1541.1 | Mean :1421.9 | Mean :1450.7 | Mean :1425.4 | Mean :1036.5 | Mean :1537 | Mean :1471.6 | Mean :1527.3 | Mean :1459.1 | Mean :1448.3 | Mean :1461.1 | Mean :1517.7 | Mean :1405.9 | Mean :1426.3 | Mean :1433.9 | Mean :1412.2 | Mean :1522.2 | Mean :1470.7 | Mean :1409.1 | Mean :1585.4 | Mean :1435.5 | Mean :1453.8 | Mean :1507.0 | Mean :1482.9 | Mean :1460.6 | Mean :1557.0 | Mean :1515.6 | Mean :1546.3 | Mean :1473.8 | Mean :1496.0 | Mean :1515 | Mean :1489.2 | Mean :1432.3 | Mean :1449.1 | Mean :1476.5 | Mean :1450.5 | Mean :1538 | Mean :1488.2 | Mean :1439.9 | Mean :1584.5 | Mean :1450.7 | Mean :1476.1 | Mean :1481.3 | Mean :2.1426 | Mean :-1.507e-10 | Mean :0.017026 | Mean :-0.6712 | Mean : 2.6050 | |
| 1w8q : 37 | ZN :104 | 3rd Qu.:13.00 | 3rd Qu.: 88.00 | 3rd Qu.:43.00 | 3rd Qu.:153.0 | 3rd Qu.: 585.80 | 3rd Qu.: 17.0015 | 3rd Qu.:0.029895 | 3rd Qu.:0.14473 | 3rd Qu.:0 | 3rd Qu.: 1.5044 | 3rd Qu.: 12.038 | 3rd Qu.:0.25710 | 3rd Qu.: 0.1360 | 3rd Qu.: 6 | 3rd Qu.:0.00000 | 3rd Qu.:0.0000 | 3rd Qu.: 3.000 | 3rd Qu.: 3.00 | 3rd Qu.: 70.0 | 3rd Qu.: 70.0 | 3rd Qu.: 28.008 | 3rd Qu.: 16.3339 | 3rd Qu.:0.67907 | 3rd Qu.:0.247901 | 3rd Qu.: 1.5044 | 3rd Qu.: 12.038 | 3rd Qu.:0.24952 | 3rd Qu.:1.000 | 3rd Qu.: 316763 | 3rd Qu.:2.325e+10 | 3rd Qu.:4.747e+14 | 3rd Qu.:1.186e+12 | 3rd Qu.:0.5178 | 3rd Qu.:0.05382 | 3rd Qu.:0.0013144 | 3rd Qu.:0.021814 | 3rd Qu.:4.702e+07 | 3rd Qu.:2.851e+14 | 3rd Qu.:1.091e+15 | 3rd Qu.:6.478e+11 | 3rd Qu.:3.012e+11 | 3rd Qu.:7.316e+12 | 3rd Qu.: 0.44114 | 3rd Qu.:0.020274 | 3rd Qu.: 0.10533 | 3rd Qu.:0.013232 | 3rd Qu.:0.006450 | 3rd Qu.: 0.118899 | 3rd Qu.: 3501 | 3rd Qu.: 0.55791 | 3rd Qu.:0.4009 | 3rd Qu.:0.66660 | 3rd Qu.:0.7566 | 3rd Qu.: 8.174 | 3rd Qu.: 4.654 | 3rd Qu.:3.2893 | 3rd Qu.: 133903 | 3rd Qu.:4.657e+09 | 3rd Qu.:4.546e+13 | 3rd Qu.:2.466e+11 | 3rd Qu.:0.83324 | 3rd Qu.:0.1472746 | 3rd Qu.:6.254e-03 | 3rd Qu.: 0.089729 | 3rd Qu.:1.862e+07 | 3rd Qu.:5.063e+13 | 3rd Qu.:1.746e+14 | 3rd Qu.:1.644e+11 | 3rd Qu.:8.961e+10 | 3rd Qu.:1.182e+12 | 3rd Qu.: 1.18476 | 3rd Qu.: 0.16024 | 3rd Qu.: 0.7633 | 3rd Qu.: 0.058969 | 3rd Qu.: 0.032623 | 3rd Qu.: 0.4937 | 3rd Qu.: 2041.74 | 3rd Qu.: 0.58752 | 3rd Qu.:0.41478 | 3rd Qu.:0.67184 | 3rd Qu.:0.76866 | 3rd Qu.: 7.746 | 3rd Qu.: 4.290 | 3rd Qu.:3.0546 | 3rd Qu.: 44.421 | 3rd Qu.: 28.910 | 3rd Qu.: 18.545 | 3rd Qu.: 30.596 | 3rd Qu.:17.437 | 3rd Qu.: 39.597 | 3rd Qu.: 34.75 | 3rd Qu.: 27.684 | 3rd Qu.:17.74406 | 3rd Qu.: 41.229 | 3rd Qu.: 49.807 | 3rd Qu.: 31.911 | 3rd Qu.: 44.889 | 3rd Qu.:21.40 | 3rd Qu.: 33.38 | 3rd Qu.: 47.600 | 3rd Qu.:1.5787 | 3rd Qu.: 41.971 | 3rd Qu.: 39.679 | 3rd Qu.:24.9844 | 3rd Qu.: 32.588 | 3rd Qu.:22.078 | 3rd Qu.:16.556 | 3rd Qu.: 24.127 | 3rd Qu.:12.338 | 3rd Qu.: 28.630 | 3rd Qu.: 29.104 | 3rd Qu.:19.308 | 3rd Qu.:17.0075 | 3rd Qu.: 30.898 | 3rd Qu.: 38.558 | 3rd Qu.:25.940 | 3rd Qu.: 35.916 | 3rd Qu.:17.130 | 3rd Qu.: 24.893 | 3rd Qu.: 35.997 | 3rd Qu.:1.5746 | 3rd Qu.: 32.063 | 3rd Qu.: 29.979 | 3rd Qu.:22.0093 | 3rd Qu.: 47.0 | 3rd Qu.: 47.0 | 3rd Qu.: 21.424 | 3rd Qu.: 14.534 | 3rd Qu.:0.7458 | 3rd Qu.:0.23875 | 3rd Qu.: 1.5044 | 3rd Qu.: 12.038 | 3rd Qu.:0.23568 | 3rd Qu.: 1.000 | 3rd Qu.:2269.0 | 3rd Qu.:2241.0 | 3rd Qu.:2244.5 | 3rd Qu.:2243.5 | 3rd Qu.:2038.0 | 3rd Qu.:2051.5 | 3rd Qu.:2053.5 | 3rd Qu.:2173.5 | 3rd Qu.:2213.5 | 3rd Qu.:2239.0 | 3rd Qu.:2245.5 | 3rd Qu.:2239 | 3rd Qu.:2238.0 | 3rd Qu.:2243 | 3rd Qu.:2044.5 | 3rd Qu.:2058.5 | 3rd Qu.:2058.5 | 3rd Qu.:2280.5 | 3rd Qu.:2327.5 | 3rd Qu.:2048.5 | 3rd Qu.:1624.5 | 3rd Qu.:2130.5 | 3rd Qu.:2363.5 | 3rd Qu.:2344.5 | 3rd Qu.:2326.5 | 3rd Qu.:2242 | 3rd Qu.:2066.5 | 3rd Qu.:2117.5 | 3rd Qu.:2261.5 | 3rd Qu.:2270.5 | 3rd Qu.:2243.5 | 3rd Qu.:2221.5 | 3rd Qu.:2060 | 3rd Qu.:2068.5 | 3rd Qu.:2115.0 | 3rd Qu.:2160.0 | 3rd Qu.:2241.5 | 3rd Qu.:2249.0 | 3rd Qu.:2225.5 | 3rd Qu.:2259.5 | 3rd Qu.:2257.0 | 3rd Qu.:2247.5 | 3rd Qu.:2077.5 | 3rd Qu.:2085.0 | 3rd Qu.:2087.0 | 3rd Qu.:2198.5 | 3rd Qu.:2311.5 | 3rd Qu.:2074.5 | 3rd Qu.:2240 | 3rd Qu.:2134.5 | 3rd Qu.:2366.5 | 3rd Qu.:2342.5 | 3rd Qu.:2332 | 3rd Qu.:2227.5 | 3rd Qu.:2055 | 3rd Qu.:2116.5 | 3rd Qu.:2125.5 | 3rd Qu.:1671 | 3rd Qu.:2302 | 3rd Qu.:2254 | 3rd Qu.:2320 | 3rd Qu.:2198 | 3rd Qu.:2210 | 3rd Qu.:2237.5 | 3rd Qu.:2302.5 | 3rd Qu.:2082.5 | 3rd Qu.:2140.5 | 3rd Qu.:2174.5 | 3rd Qu.:2126 | 3rd Qu.:2263.5 | 3rd Qu.:2217.5 | 3rd Qu.:2091.5 | 3rd Qu.:2302 | 3rd Qu.:2137.5 | 3rd Qu.:2217.0 | 3rd Qu.:2270 | 3rd Qu.:2284.0 | 3rd Qu.:2268.5 | 3rd Qu.:2302.0 | 3rd Qu.:2277.5 | 3rd Qu.:2306.5 | 3rd Qu.:2237.5 | 3rd Qu.:2259.0 | 3rd Qu.:2317.5 | 3rd Qu.:2252.5 | 3rd Qu.:2122.0 | 3rd Qu.:2171.5 | 3rd Qu.:2269.5 | 3rd Qu.:2180.5 | 3rd Qu.:2282.5 | 3rd Qu.:2283.5 | 3rd Qu.:2122 | 3rd Qu.:2300.0 | 3rd Qu.:2152 | 3rd Qu.:2238.5 | 3rd Qu.:2282.5 | 3rd Qu.: 32.5 | 3rd Qu.: 32.5 | 3rd Qu.: 16.920 | 3rd Qu.: 12.678 | 3rd Qu.:0.8118 | 3rd Qu.:0.22947 | 3rd Qu.: 1.5044 | 3rd Qu.: 12.038 | 3rd Qu.:0.22170 | 3rd Qu.: 1.000 | 3rd Qu.:2240.5 | 3rd Qu.:2272 | 3rd Qu.:2273.0 | 3rd Qu.:2267.5 | 3rd Qu.:2051.5 | 3rd Qu.:2056 | 3rd Qu.:2071.5 | 3rd Qu.:2242.5 | 3rd Qu.:2260 | 3rd Qu.:2259.0 | 3rd Qu.:2259.0 | 3rd Qu.:2246.5 | 3rd Qu.:2257.5 | 3rd Qu.:2252.5 | 3rd Qu.:2071.5 | 3rd Qu.:2072.5 | 3rd Qu.:2078.5 | 3rd Qu.:2297.5 | 3rd Qu.:2306.5 | 3rd Qu.:2064.5 | 3rd Qu.:1582 | 3rd Qu.:2150 | 3rd Qu.:2333.0 | 3rd Qu.:2317.5 | 3rd Qu.:2315.5 | 3rd Qu.:2224 | 3rd Qu.:2060 | 3rd Qu.:2128 | 3rd Qu.:2238.5 | 3rd Qu.:2276.5 | 3rd Qu.:2252.0 | 3rd Qu.:2274.5 | 3rd Qu.:2072.0 | 3rd Qu.:2066.0 | 3rd Qu.:2139.5 | 3rd Qu.:2204 | 3rd Qu.:2254 | 3rd Qu.:2264.0 | 3rd Qu.:2273.5 | 3rd Qu.:2272.5 | 3rd Qu.:2246.5 | 3rd Qu.:2283.0 | 3rd Qu.:2092 | 3rd Qu.:2097.5 | 3rd Qu.:2103.0 | 3rd Qu.:2273.0 | 3rd Qu.:2319.5 | 3rd Qu.:2089.5 | 3rd Qu.:2275.0 | 3rd Qu.:2155.5 | 3rd Qu.:2331.5 | 3rd Qu.:2317.5 | 3rd Qu.:2309.5 | 3rd Qu.:2213.5 | 3rd Qu.:2052.0 | 3rd Qu.:2112.5 | 3rd Qu.:2224.0 | 3rd Qu.:1731.5 | 3rd Qu.:2258 | 3rd Qu.:2252.5 | 3rd Qu.:2280.5 | 3rd Qu.:2253.0 | 3rd Qu.:2232.0 | 3rd Qu.:2274.5 | 3rd Qu.:2294.0 | 3rd Qu.:2143.5 | 3rd Qu.:2174.0 | 3rd Qu.:2271.5 | 3rd Qu.:2156.5 | 3rd Qu.:2249.5 | 3rd Qu.:2259.5 | 3rd Qu.:2154.5 | 3rd Qu.:2272.0 | 3rd Qu.:2221.0 | 3rd Qu.:2257.5 | 3rd Qu.:2301.5 | 3rd Qu.:2270.5 | 3rd Qu.:2291.0 | 3rd Qu.:2270.5 | 3rd Qu.:2291.5 | 3rd Qu.:2290.5 | 3rd Qu.:2263.5 | 3rd Qu.:2264.0 | 3rd Qu.:2300 | 3rd Qu.:2245.5 | 3rd Qu.:2264.5 | 3rd Qu.:2220.5 | 3rd Qu.:2305.5 | 3rd Qu.:2201.0 | 3rd Qu.:2272 | 3rd Qu.:2266.0 | 3rd Qu.:2203.5 | 3rd Qu.:2271.0 | 3rd Qu.:2248.5 | 3rd Qu.:2245.0 | 3rd Qu.:2272.0 | 3rd Qu.:2.4922 | 3rd Qu.: 3.240e-11 | 3rd Qu.:0.021660 | 3rd Qu.:-0.5008 | 3rd Qu.: 3.0005 | |
| 2r8y : 30 | CL : 95 | Max. :53.00 | Max. :375.00 | Max. :50.00 | Max. :194.0 | Max. :11861.59 | Max. :171.3310 | Max. :0.132370 | Max. :0.91800 | Max. :0 | Max. :27.1637 | Max. :101.722 | Max. :2.36216 | Max. :22.7680 | Max. :63 | Max. :3.00000 | Max. :8.0000 | Max. :18.000 | Max. :26.00 | Max. :11764.0 | Max. :11764.0 | Max. :383.584 | Max. :170.1131 | Max. :4.55446 | Max. :5.242593 | Max. :27.1637 | Max. :101.722 | Max. :6.64729 | Max. :8.000 | Max. :76476358 | Max. :6.478e+14 | Max. :1.127e+21 | Max. :7.905e+17 | Max. :3.0243 | Max. :0.99988 | Max. :0.0827771 | Max. :6.377750 | Max. :1.929e+11 | Max. :1.977e+21 | Max. :2.871e+22 | Max. :3.960e+17 | Max. :2.171e+17 | Max. :9.458e+18 | Max. :14.62182 | Max. :8.856281 | Max. :162.05741 | Max. :6.936490 | Max. :7.308983 | Max. :27.022327 | Max. :47948 | Max. : 28.61523 | Max. :0.9678 | Max. :0.99665 | Max. :0.9968 | Max. :37.400 | Max. :18.725 | Max. :8.6426 | Max. :24714871 | Max. :8.972e+13 | Max. :6.329e+19 | Max. :9.725e+16 | Max. :3.21429 | Max. :1.3684907 | Max. :2.274e-01 | Max. :21.574881 | Max. :5.524e+10 | Max. :3.508e+20 | Max. :2.379e+21 | Max. :7.447e+16 | Max. :7.341e+16 | Max. :9.857e+17 | Max. :23.56627 | Max. :37.23204 | Max. :511.3026 | Max. :23.870786 | Max. :25.401389 | Max. :49.9897 | Max. :21264.14 | Max. : 33.24752 | Max. :0.96453 | Max. :0.99712 | Max. :0.99751 | Max. :35.966 | Max. :18.077 | Max. :8.4743 | Max. :231.396 | Max. :106.989 | Max. :121.772 | Max. :167.866 | Max. :73.698 | Max. :172.162 | Max. :166.35 | Max. :109.055 | Max. :77.71894 | Max. :177.971 | Max. :276.734 | Max. :115.057 | Max. :247.122 | Max. :97.98 | Max. :142.59 | Max. :234.463 | Max. :2.0826 | Max. :190.768 | Max. :205.894 | Max. :91.8505 | Max. :152.152 | Max. :71.249 | Max. :87.309 | Max. :113.920 | Max. :61.664 | Max. :122.184 | Max. :125.789 | Max. :83.787 | Max. :70.5839 | Max. :118.097 | Max. :180.597 | Max. :81.134 | Max. :167.254 | Max. :82.495 | Max. :102.056 | Max. :154.886 | Max. :2.0819 | Max. :136.019 | Max. :137.303 | Max. :75.9214 | Max. :11796.0 | Max. :11796.0 | Max. :310.200 | Max. :157.642 | Max. :5.2154 | Max. :5.59081 | Max. :27.1637 | Max. :101.722 | Max. :6.68747 | Max. :12.000 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2233.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2233 | Max. :2970 | Max. :2970 | Max. :2970 | Max. :2970 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970 | Max. :2970.0 | Max. :2970.0 | Max. :8845.0 | Max. :8845.0 | Max. :248.336 | Max. :145.835 | Max. :6.2512 | Max. :5.88611 | Max. :27.1637 | Max. :101.722 | Max. :6.54564 | Max. :15.000 | Max. :2781.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2016 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2016.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :2781.0 | Max. :3.6823 | Max. : 4.449e-08 | Max. :0.176686 | Max. :-0.1905 | Max. :27.3234 | |
| (Other):1816 | (Other):974 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Korelacje między zmiennymi. Pominięto local_min.
corrplot(cor(Data %>% select(local_res_atom_non_h_count:local_std,local_max:FoFc_max)),method="color", tl.cex = 0.1)
Rozklad liczby atomów
ggplotly(ggplot(Data, aes(x=local_res_atom_non_h_count)) + geom_histogram(col=I("black"),bins = 30) )
Rozklad liczby elektronów
ggplotly(ggplot(Data, aes(x=local_res_atom_non_h_electron_sum)) + geom_histogram(col=I("black"),bins = 30))
10 klas z największą niezgodnością liczby atomów
kable(head(Data%>%select(res_name, local_res_atom_non_h_count,dict_atom_non_h_count)%>%group_by(res_name)%>%summarise_all(funs(sum))%>%mutate(delta = abs(local_res_atom_non_h_count - dict_atom_non_h_count))%>%arrange(desc(delta)),10))
| res_name | local_res_atom_non_h_count | dict_atom_non_h_count | delta |
|---|---|---|---|
| SO4 | 1755 | 15093 | 13338 |
| GOL | 1308 | 10246 | 8938 |
| EDO | 380 | 3325 | 2945 |
| PO4 | 310 | 2666 | 2356 |
| PEG | 280 | 1960 | 1680 |
| ACT | 136 | 1190 | 1054 |
| NAG | 2408 | 1376 | 1032 |
| HEM | 6234 | 5220 | 1014 |
| ACY | 116 | 1015 | 899 |
| FMT | 87 | 696 | 609 |
part <- Data %>% select(part_01_shape_segments_count:part_01_density_Z_4_0)
for (i in 1:length(part)) {
Bez_NA <- part[,i][!is.na(part[,i])]
avg <- mean(Bez_NA)
p <- ggplot() + aes(Bez_NA) + geom_bar(col=I("black")) + xlab(names(part[i])) + geom_vline(xintercept=avg, color="red") + annotate("text", x=avg,y=-10, label=c(avg), color="red")
print(p)
}
lm_data <- Data
lm_data[is.na(lm_data)] <- 0
lm_data <- lm_data[sapply(lm_data, is.numeric)]
lm_atom_model <- lm(local_res_atom_non_h_count ~ ., lm_data)
lm_atom_summary <- summary(lm_atom_model)
lm_electron_model <- lm(local_res_atom_non_h_electron_sum ~ ., lm_data)
lm_electron_summary <- summary(lm_electron_model)
Miary dla liczby atomów: R^2: 0.9951683 RMSE 1.010027
Miary dla liczby elektronów: R^2: 0.9949885 RMSE 6.9170261
Klasyfikator<-predict(naiveBayes(res_name ~., data=Data[-1]),Data[-1])
Klasyfikator == Data$res_name
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## [529] FALSE TRUE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE
## [540] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
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## [617] FALSE FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE FALSE FALSE
## [628] FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE
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## [650] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [661] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [672] FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [683] TRUE FALSE FALSE TRUE FALSE TRUE TRUE FALSE TRUE TRUE TRUE
## [694] TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [705] FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [716] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [727] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [738] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [749] TRUE FALSE TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE
## [760] FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE
## [771] TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
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## [793] FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE
## [804] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE
## [815] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
## [826] FALSE FALSE TRUE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
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## [848] TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE
## [859] FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [870] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE
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## [1200] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
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## [1321] TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE
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## [1673] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE
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## [1695] TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE
## [1706] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [1717] TRUE TRUE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
## [1728] FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE
## [1739] FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE
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## [1761] TRUE TRUE TRUE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE
## [1772] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1783] FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE
## [1794] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1805] FALSE TRUE FALSE TRUE FALSE FALSE TRUE FALSE TRUE TRUE FALSE
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## [1849] FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE FALSE TRUE TRUE
## [1860] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE TRUE FALSE
## [1871] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1882] TRUE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [1893] FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [1904] TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## [1915] FALSE FALSE TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE
## [1926] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1937] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1948] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE
## [1959] FALSE TRUE TRUE TRUE TRUE FALSE FALSE FALSE TRUE TRUE FALSE
## [1970] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [1981] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1992] FALSE FALSE TRUE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE
## [2003] FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2014] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE
## [2025] FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [2036] FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2047] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2058] FALSE FALSE
Dokładność klasyfikatora: 3.6507092